{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification using embeddings\n",
    "\n",
    "There are many ways to classify text. This notebook shares an example of text classification using embeddings. For many text classification tasks, we've seen fine-tuned models do better than embeddings. See an example of fine-tuned models for classification in [Fine-tuned_classification.ipynb](Fine-tuned_classification.ipynb). We also recommend having more examples than embedding dimensions, which we don't quite achieve here.\n",
    "\n",
    "In this text classification task, we predict the score of a food review (1 to 5) based on the embedding of the review's text. We split the dataset into a training and a testing set for all the following tasks, so we can realistically evaluate performance on unseen data. The dataset is created in the [Get_embeddings_from_dataset Notebook](Get_embeddings_from_dataset.ipynb).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       0.90      0.45      0.60        20\n",
      "           2       1.00      0.38      0.55         8\n",
      "           3       1.00      0.18      0.31        11\n",
      "           4       0.88      0.26      0.40        27\n",
      "           5       0.76      1.00      0.86       134\n",
      "\n",
      "    accuracy                           0.78       200\n",
      "   macro avg       0.91      0.45      0.54       200\n",
      "weighted avg       0.81      0.78      0.73       200\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from ast import literal_eval\n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import classification_report, accuracy_score\n",
    "\n",
    "datafile_path = \"data/fine_food_reviews_with_embeddings_1k.csv\"\n",
    "\n",
    "df = pd.read_csv(datafile_path)\n",
    "df[\"embedding\"] = df.embedding.apply(literal_eval).apply(np.array)  # convert string to array\n",
    "\n",
    "# split data into train and test\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    list(df.embedding.values), df.Score, test_size=0.2, random_state=42\n",
    ")\n",
    "\n",
    "# train random forest classifier\n",
    "clf = RandomForestClassifier(n_estimators=100)\n",
    "clf.fit(X_train, y_train)\n",
    "preds = clf.predict(X_test)\n",
    "probas = clf.predict_proba(X_test)\n",
    "\n",
    "report = classification_report(y_test, preds)\n",
    "print(report)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the model has learnt to distinguish between the categories decently. 5-star reviews show the best performance overall, and this is not too surprising, since they are the most common in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForestClassifier() - Average precision score over all classes: 0.90\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 900x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from utils.embeddings_utils import plot_multiclass_precision_recall\n",
    "\n",
    "plot_multiclass_precision_recall(probas, y_test, [1, 2, 3, 4, 5], clf)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unsurprisingly 5-star and 1-star reviews seem to be easier to predict. Perhaps with more data, the nuances between 2-4 stars could be better predicted, but there's also probably more subjectivity in how people use the inbetween scores."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "openai",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "365536dcbde60510dc9073d6b991cd35db2d9bac356a11f5b64279a5e6708b97"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
